1,判断图像清晰度,明暗,
原理,Laplacian算法。偏暗的图片,二阶导数小,区域变化小;偏亮的图片,二阶导数大,区域变化快。
import cv2
def getImageVar(imgPath):
image = cv2.imread(imgPath)
img2gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
imageVar = cv2.Laplacian(img2gray, cv2.CV_64F).var()
return imageVar
imageVar = getImageVar("./lena.jpg")
print(imageVar)
输出结果:
2119.0913581351697
2,判断黑白或彩色图片
原理,通道变化
def is_color_image(url):
im=Image.open(url)
pix=im.convert('RGB')
width=im.size[0]
height=im.size[1]
oimage_color_type="Grey Image"
is_color=[]
for x in range(width):
for y in range(height):
r,g,b=pix.getpixel((x,y))
r=int(r)
g=int(g)
b=int(b)
if (r==g) and (g==b):
pass
else:
oimage_color_type='Color Image'
return oimage_color_type